Basic Statistics

Name Value
Rows 59,946
Columns 22
Discrete columns 19
Continuous columns 3
All missing columns 0
Missing observations 213,518
Total observations 1,318,812
Memory allocation 20 Mb

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (by frequency)

## 5 columns ignored with more than 50 categories.
## ethnicity: 218 categories
## last_online: 30123 categories
## location: 199 categories
## speaks: 7648 categories
## essay0: 54302 categories

Correlation Analysis

## 9 features with more than 20 categories ignored!
## education: 27 categories
## ethnicity: 81 categories
## job: 21 categories
## last_online: 1873 categories
## location: 70 categories
## religion: 43 categories
## sign: 48 categories
## speaks: 599 categories
## essay0: 2075 categories

Principle Component Analysis

## 5 features with more than 50 categories ignored!
## ethnicity: 81 categories
## last_online: 1873 categories
## location: 70 categories
## speaks: 599 categories
## essay0: 2075 categories